20230622_podocyteMorphomics

library(knitr)
library(tidyverse)

devtools::load_all("D:/source/SpatialPathomicsToolkit")

Load Data

dataDir="d:\\workSync\\HaichunYang\\202306_podocyteMorphomics\\202309_data\\"
setwd(dataDir)

files=list.files(pattern="*.csv")
samples=gsub("_.*","",files)
samples=gsub("6793-","",samples)
celltypes=sapply(strsplit(files,"_"),function(x) x[2])

metaTable=data.frame(Sample=samples,File=files,CellType=celltypes,stringsAsFactors=FALSE)
featureDataAll=ReadMorphomicFeatures(metaTable)

Data Transformation

#temp=DataSelection(featureDataAll,featureType=c("AreaShape","Intensity"))
featureDataAllNormlized=MorphomicFeaturesNormlization(featureDataAll)
## [1] "Remove variables less than 10 unique values"
## [1] "16 features removed"
## [1] "Number of features after selection:"
## 
##          AreaShape        Granularity          Intensity          Neighbors RadialDistribution            Texture 
##                104                  9                 15                  7                 67                 52 
## [1] "Remove variables with NA"
## [1] "3 features removed"
## [1] "AngleBetweenNeighbors_Expanded;FirstClosestDistance_Expanded;SecondClosestDistance_Expanded"
## [1] "Number of features after selection:"
## 
##          AreaShape        Granularity          Intensity          Neighbors RadialDistribution            Texture 
##                104                  9                 15                  4                 67                 52 
## [1] "Remove variables less than 2% subjects with unique values"
## [1] "1 features removed"
## [1] "X9"
## [1] "Number of features after selection:"
## 
##          AreaShape        Granularity          Intensity          Neighbors RadialDistribution            Texture 
##                104                  8                 15                  4                 67                 52
## 
## Attaching package: 'MASS'
## The following object is masked from 'package:dplyr':
## 
##     select
## [1] "Normalization done"

Data Describe

library(Hmisc)

Raw

varForTable1=colnames(featureDataAllNormlized[["FeatureData"]])
s=describe(featureDataAllNormlized[["FeatureData"]][,varForTable1])
html(s, exclude1=FALSE,  what=c('%'),digits=3, prmsd=TRUE)

Transformation summary

print(table(featureDataAllNormlized[["FeatureDataNormlizedSummary"]]$note))
## 
##                          BoxCox (1)                    Boxcox trans.(2)                          Log trans.                            Raw data Raw due to fail in Boxcox trans.(2) 
##                                  19                                  20                                  88                                 120                                   3

After data Transformation

varForTable1=colnames(featureDataAllNormlized[["FeatureDataNormlized"]])
s=describe(featureDataAllNormlized[["FeatureDataNormlized"]][,varForTable1])
html(s, exclude1=FALSE,  what=c('%'),digits=3, prmsd=TRUE)
featureDataAllNormlized[["FeatureDataNormlized"]][, varForTable1] Descriptives
featureDataAllNormlized[["FeatureDataNormlized"]][, varForTable1]

250 Variables   5907 Observations

Area
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907052115.1830.52984.4894.5954.8285.1125.4895.8296.050
lowest : 4.369448 4.382027 4.394449 4.406719 4.418841 , highest: 6.941190 6.954639 6.965080 7.119636 7.126087
BoundingBoxArea
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907039015.6950.57224.9705.1065.3385.5985.9956.4236.664
lowest : 4.430817 4.584967 4.644391 4.682131 4.700480 , highest: 7.521859 7.567863 7.821643 8.083329 8.094378
BoundingBoxMaximum_X
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704011258.6107.5 93.0132.0194.0260.0325.0382.0408.7
lowest : 13 15 16 17 18 , highest: 483 484 485 486 509
BoundingBoxMaximum_Y
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590703851254.1109.1 92123189251324384402
lowest : 14 18 23 24 25 , highest: 458 465 476 502 503
BoundingBoxMinimum_X
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590703981240.3107.2 75119177240308363391
lowest : 1 2 3 6 7 , highest: 461 469 475 477 499
BoundingBoxMinimum_Y
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590703931236109.6 74.0105.6169.0231.0306.0369.0385.0
lowest : 3 4 5 6 8 , highest: 451 458 484 485 486
Center_X
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049761248.9107.3 83.64124.92184.04249.98315.63371.99396.79
lowest : 6.198347 6.509091 6.855769 7.778481 7.797468
highest:480.590361480.904762503.081818503.107143503.574468

Center_Y
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049751244.6109.4 81.65114.24177.77241.05315.21376.09394.65
lowest : 7.705882 9.281081 11.211055 11.308333 13.236025
highest:494.309735494.366071494.443478494.598214495.080000

CentralMoment_0_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907052115.1830.52984.4894.5954.8285.1125.4895.8296.050
lowest : 4.369448 4.382027 4.394449 4.406719 4.418841 , highest: 6.941190 6.954639 6.965080 7.119636 7.126087
CentralMoment_0_1
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0        685          1 -2.771e-15  1.681e-13 -2.416e-13 
        .10        .25        .50        .75        .90        .95 
 -1.492e-13 -5.684e-14 -3.553e-15  4.974e-14  1.421e-13  2.333e-13 
 
lowest :-3.197442e-12-1.520561e-12-1.509903e-12-1.453060e-12-1.449507e-12
highest: 2.064127e-12 2.078338e-12 2.113865e-12 2.589928e-12 3.154810e-12

CentralMoment_0_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070498218.0591.1766.4946.7867.3247.9448.7169.5189.919
lowest : 4.761767 5.204816 5.209226 5.389015 5.393956
highest:11.60386211.60544811.61404111.66278111.732147

CentralMoment_0_3
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4984         1 275854704   9322460 265999947 271067834 
       .25       .50       .75       .90       .95 
 274426642 275577873 276467256 279726680 287567799 
 
lowest :2.133399e+015.093596e+062.414553e+078.930083e+079.486748e+07
highest:5.006547e+085.165159e+085.785150e+086.260035e+086.699750e+08

CentralMoment_1_0
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0        139      0.993 -7.584e-06  2.645e-13 -7.584e-06 
        .10        .25        .50        .75        .90        .95 
 -7.584e-06 -7.584e-06 -7.584e-06 -7.584e-06 -7.584e-06 -7.584e-06 
 
lowest :-7.583571e-06-7.583566e-06-7.583566e-06-7.583566e-06-7.583566e-06
highest:-7.583560e-06-7.583559e-06-7.583558e-06-7.583558e-06-7.583558e-06

CentralMoment_1_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070498314719224.94444457346624713476048685031
lowest : 1.057654 52.650175 261.289521 484.906931 883.862179
highest: 8319.800799 8495.309601 8744.16060212758.90780114335.371855

CentralMoment_1_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499011435495765136903140865142733143443144106146254149975
lowest :5.333749e+003.301645e+037.178802e+032.142445e+043.248488e+04
highest:3.060710e+053.188050e+053.190952e+053.502676e+053.709935e+05

CentralMoment_1_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  1080586    33257  1053681  1069036  1076038 
      .50      .75      .90      .95 
  1078118  1080678  1091136  1117197 
 
lowest : 157.4436 12152.1888 46428.0442 102376.0039 153294.0795
highest:2094586.05022205291.25992315735.83532727444.27933107550.0877

CentralMoment_2_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070497918.031.1776.4626.7887.2987.8968.6759.4339.939
lowest : 4.955035 5.133768 5.235870 5.273000 5.363916
highest:11.86089312.04939012.05994513.09381913.339826

CentralMoment_2_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  1127659    24840  1099163  1116098  1123924 
      .50      .75      .90      .95 
  1127038  1130213  1139255  1156025 
 
lowest :9.069819e+004.025250e+055.028887e+055.433055e+055.853744e+05
highest:1.770926e+061.974962e+062.026502e+062.094754e+062.195574e+06

CentralMoment_2_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704990110.791.661 8.719 9.073 9.72110.57311.72612.86313.599
lowest : 7.717683 7.859075 7.861485 7.862306 7.866648
highest:16.23812316.27421716.41768717.62660817.878274

CentralMoment_2_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 86686903  1080979 86060015 86456516 86617985 
      .50      .75      .90      .95 
 86645943 86675726 86824284 87199969 
 
lowest :2.253199e+031.162562e+073.164994e+073.437164e+073.563242e+07
highest:1.444753e+081.455088e+081.460455e+081.847391e+081.952641e+08

Compactness
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4777        1   0.4398   0.3173  0.07902  0.11869  0.21601 
      .50      .75      .90      .95 
  0.38062  0.61888  0.85082  0.98835 
 
lowest :-0.078897861-0.024854566-0.011260624-0.008339671-0.006162433
highest: 1.542039734 1.552855541 1.555684069 1.558025597 1.760818579

ConvexArea
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907062215.3490.54044.6734.7794.9905.2575.6446.0216.254
lowest : 4.382027 4.406719 4.442651 4.465908 4.477337 , highest: 7.085901 7.110696 7.438972 7.439559 7.461066
Eccentricity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499010.76950.16430.46990.55100.68310.80470.88430.93420.9522
lowest :0.17255540.18695340.19256520.19431130.1945382
highest:0.98713870.98793890.98814570.99039100.9948860

EquivalentDiameter
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907052112.7130.26492.3652.4182.5352.6772.8653.0353.146
lowest : 2.305506 2.311796 2.318007 2.324142 2.330203 , highest: 3.591377 3.598102 3.603322 3.680600 3.683826
Extent
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070301810.61240.13480.39590.45050.53330.62290.70240.75930.7861
lowest :0.21952860.22343000.22619050.22909090.2314815
highest:0.89230770.89592760.90532540.91333330.9404762

FormFactor
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070477910.6690.19620.37220.42710.53850.68340.80570.88810.9240
lowest :0.17190410.21055140.21104500.21164280.2139443
highest:1.00618151.00837451.01132431.02516601.0820938

HuMoment_0
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -11.45    5.043  -17.852  -17.136  -15.086 
      .50      .75      .90      .95 
  -11.850   -8.211   -5.012   -3.635 
 
lowest :-18.97985486-18.97974518-18.95019124-18.94343528-18.90657287
highest: -0.69570823 -0.50012128 -0.49322354 -0.38395872 -0.05388944

HuMoment_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-4.8531.742-7.687-6.946-5.773-4.706-3.798-2.958-2.545
lowest :-11.7037794-11.6712085-11.5289423-11.5235496-11.4788812
highest: -1.0165355 -0.9661756 -0.7628600 -0.6911895 -0.1431660

HuMoment_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -7.394     1.86  -10.243   -9.431   -8.424 
      .50      .75      .90      .95 
   -7.362   -6.254   -5.316   -4.819 
 
lowest :-15.869513-15.567028-14.952103-13.783988-13.324664
highest: -2.556918 -2.492753 -2.430758 -2.371572 -2.359128

HuMoment_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -9.927    2.785  -14.220  -13.190  -11.449 
      .50      .75      .90      .95 
   -9.855   -8.222   -6.749   -6.049 
 
lowest :-21.034489-19.517213-18.651260-18.644218-18.628645
highest: -3.037288 -2.904337 -2.900268 -2.685211 -2.595687

HuMoment_4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-5.6280.01432-5.634-5.634-5.634-5.634-5.634-5.632-5.622
lowest :-8.121512-5.684997-5.683617-5.665036-5.659480
highest:-4.381099-4.305899-4.277085-4.058498-3.960916

HuMoment_5
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-6.1180.07415-6.159-6.154-6.152-6.151-6.146-6.100-5.979
lowest :-9.415421-7.038243-6.566742-6.481233-6.449276
highest:-3.727398-3.614684-3.459468-3.458183-3.174206

HuMoment_6
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -4.748e-07  2.628e-06 -7.838e-07 
        .10        .25        .50        .75        .90        .95 
 -1.394e-07 -3.487e-09 -1.762e-14  4.122e-09  1.382e-07  7.692e-07 
 
lowest :-1.053262e-03-4.578281e-04-2.727567e-04-2.329460e-04-1.677054e-04
highest: 7.542205e-05 8.186678e-05 8.432777e-05 8.552255e-05 2.347556e-04

InertiaTensorEigenvalues_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499013.3280.63432.5322.6682.9103.2393.6704.1274.414
lowest : 1.999299 2.037424 2.053376 2.075830 2.086273 , highest: 5.343847 5.376694 5.671525 6.232360 6.293509
InertiaTensorEigenvalues_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499012.1910.67861.2221.4491.7932.1802.5533.0013.257
lowest :0.0074504090.2726488300.3095263930.4293934230.442934390
highest:4.0396637684.0694771854.2672199734.2836913624.575720677

InertiaTensor_0_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070498812.8760.74871.8472.0532.4262.8413.3033.7393.999
lowest :0.33095010.65093920.77840910.88181870.8958840
highest:5.08688655.12670845.18647475.23053435.2338366

InertiaTensor_0_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  -0.8598    10.83 -15.8996 -10.5472  -4.8649 
      .50      .75      .90      .95 
  -0.7926   3.6497   9.5265  14.5336 
 
lowest :-135.28537-131.76036-108.25497 -92.63245 -85.32048
highest: 78.61604 79.46608 80.37159 81.28483 82.44866

InertiaTensor_1_0
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  -0.8598    10.83 -15.8996 -10.5472  -4.8649 
      .50      .75      .90      .95 
  -0.7926   3.6497   9.5265  14.5336 
 
lowest :-135.28537-131.76036-108.25497 -92.63245 -85.32048
highest: 78.61604 79.46608 80.37159 81.28483 82.44866

InertiaTensor_1_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070498312.8470.7461.8412.0402.4052.7983.2603.7194.014
lowest :0.46639910.66785990.70327040.71866900.7226127
highest:5.22989945.30696005.47484506.15262946.2201906

MajorAxisLength
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499013.050.31722.6522.7202.8413.0063.2213.4503.593
lowest : 2.385944 2.405006 2.412983 2.424210 2.429431 , highest: 4.058218 4.074641 4.222057 4.502474 4.533049
MaxFeretDiameter
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907046313.0380.31572.6542.7102.8312.9973.2083.4393.562
lowest : 2.376795 2.381087 2.433767 2.456327 2.459990 , highest: 4.048561 4.097115 4.154100 4.513269 4.521611
MaximumRadius
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070570.9955.5361.7243.1623.6064.4725.0996.3257.6168.544
lowest : 2.236068 2.828427 3.000000 3.162278 3.605551
highest:12.08304612.16552513.00000013.92838814.317821

MeanRadius
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070498812.360.58621.6241.7371.9752.3052.6533.0463.348
lowest : 1.137898 1.186913 1.188648 1.189477 1.226358 , highest: 4.602031 4.824652 4.865637 5.347818 5.367183
MedianRadius
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070190.9052.1130.50581.4141.4142.0002.0002.2362.8283.000
lowest : 1.000000 1.207107 1.414214 1.707107 2.000000 , highest: 3.605551 4.000000 4.123106 4.472136 5.000000 1 (112, 0.019), 1.20710678118655 (10, 0.002), 1.4142135623731 (828, 0.140), 1.70710678118655 (49, 0.008), 2 (2543, 0.431), 2.11803398874989 (58, 0.010), 2.23606797749979 (1329, 0.225), 2.53224755112299 (26, 0.004), 2.82842712474619 (527, 0.089), 2.91421356237309 (12, 0.002), 3 (231, 0.039), 3.08113883008419 (3, 0.001), 3.16227766016838 (74, 0.013), 3.38391446781618 (1, 0.000), 3.60555127546399 (69, 0.012), 4 (24, 0.004), 4.12310562561766 (8, 0.001), 4.47213595499958 (1, 0.000), 5 (2, 0.000)
MinFeretDiameter
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070189912.4710.35351.9542.0792.2662.4532.6662.9063.028
lowest : 1.386294 1.481605 1.541940 1.548053 1.552412 , highest: 3.480928 3.503574 3.543854 3.553530 3.726832
MinorAxisLength
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499012.4820.33931.9972.1112.2832.4762.6632.8873.015
lowest : 1.390020 1.522619 1.541058 1.600991 1.607762 , highest: 3.406126 3.421033 3.519904 3.528140 3.674155
NormalizedMoment_0_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049841-2.3080.5462-3.062-2.918-2.650-2.326-1.993-1.689-1.450
lowest :-4.0998667-3.9029377-3.7228449-3.6890835-3.6524077
highest:-0.7742960-0.7378477-0.6949563-0.5207667-0.1562491

NormalizedMoment_0_3
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4985          1  0.0001225    0.01326 -1.974e-02 
        .10        .25        .50        .75        .90        .95 
 -1.065e-02 -3.731e-03  9.895e-05  3.702e-03  1.062e-02  2.050e-02 
 
lowest :-0.1625377-0.1479377-0.1439692-0.1159347-0.1117674
highest: 0.1189164 0.1347685 0.1455141 0.1760927 0.2457987

NormalizedMoment_1_1
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4990         1  0.004341   0.05324 -0.078383 -0.054546 
       .25       .50       .75       .90       .95 
 -0.020190  0.004628  0.029820  0.059759  0.082254 
 
lowest :-0.2683857-0.2666379-0.2282838-0.2078082-0.1953001
highest: 0.2461383 0.2503580 0.2585176 0.2650292 0.2899707

NormalizedMoment_1_2
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -4.058e-05   0.008979 -1.338e-02 
        .10        .25        .50        .75        .90        .95 
 -8.440e-03 -3.698e-03 -8.359e-05  3.496e-03  8.159e-03  1.349e-02 
 
lowest :-0.09580084-0.08619652-0.08047700-0.07329384-0.06778237
highest: 0.05843786 0.05849993 0.05855660 0.06002278 0.07390000

NormalizedMoment_1_3
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4628         1    0.1115 2.785e-13    0.1115    0.1115 
       .25       .50       .75       .90       .95 
    0.1115    0.1115    0.1115    0.1115    0.1115 
 
lowest :0.11151250.11151250.11151250.11151250.1115125
highest:0.11151250.11151250.11151250.11151250.1115125

NormalizedMoment_2_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049821-2.3370.5334-3.054-2.911-2.673-2.361-2.017-1.724-1.535
lowest :-4.0222373-3.9408264-3.9352913-3.8307411-3.8293291
highest:-0.5605785-0.5458876-0.4884819-0.3882893-0.3295035

NormalizedMoment_2_1
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -0.0002696   0.008607 -1.283e-02 
        .10        .25        .50        .75        .90        .95 
 -8.522e-03 -3.759e-03 -8.198e-07  3.405e-03  8.062e-03  1.224e-02 
 
lowest :-0.09596840-0.08488615-0.06786831-0.06288101-0.05875424
highest: 0.04742168 0.04851125 0.05045747 0.05139225 0.05848895

NormalizedMoment_2_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -89.25    42.71  -143.96  -137.32  -119.34 
      .50      .75      .90      .95 
   -92.08   -59.59   -37.10   -25.04 
 
lowest :-191.296441-187.777599-187.313662-180.468579-175.264032
highest: -5.323161 -5.158453 -4.741225 -4.628510 -4.384666

NormalizedMoment_2_3
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4990         1   -0.4352 0.0001864   -0.4354   -0.4353 
       .25       .50       .75       .90       .95 
   -0.4352   -0.4352   -0.4351   -0.4351   -0.4349 
 
lowest :-0.4381356-0.4381355-0.4381268-0.4381102-0.4377478
highest:-0.4325085-0.4320410-0.4320347-0.4318880-0.4315850

NormalizedMoment_3_0
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4986          1 -0.0003604    0.01204 -1.763e-02 
        .10        .25        .50        .75        .90        .95 
 -1.051e-02 -3.907e-03 -8.152e-05  3.072e-03  9.941e-03  1.632e-02 
 
lowest :-0.2553468-0.1500858-0.1343514-0.1204479-0.1202162
highest: 0.1082020 0.1129793 0.1407822 0.1620886 0.2755727

NormalizedMoment_3_1
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1  0.0005825    0.01511 -0.0226862 
        .10        .25        .50        .75        .90        .95 
 -0.0129499 -0.0037059  0.0007057  0.0057652  0.0134264  0.0223373 
 
lowest :-0.1645811-0.1347033-0.1206241-0.1196537-0.1157807
highest: 0.1233753 0.1249152 0.1259682 0.1332245 0.1463263

NormalizedMoment_3_2
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -9.692e-05   0.002948 -4.371e-03 
        .10        .25        .50        .75        .90        .95 
 -2.059e-03 -5.935e-04 -2.235e-05  5.578e-04  1.847e-03  3.760e-03 
 
lowest :-0.07733974-0.07655382-0.06145980-0.05944772-0.05485179
highest: 0.03816195 0.04211965 0.04357386 0.06784195 0.10856899

NormalizedMoment_3_3
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4497         1   0.06776 2.757e-13   0.06776   0.06776 
       .25       .50       .75       .90       .95 
   0.06776   0.06776   0.06776   0.06776   0.06776 
 
lowest :0.067757660.067757660.067757660.067757660.06775766
highest:0.067757660.067757660.067757660.067757660.06775766

Orientation
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070499016.21260.98-82.61-72.10-37.35 9.33 53.86 75.90 82.93
lowest :-89.97529-89.92057-89.90636-89.89580-89.87648
highest: 89.94965 89.96102 89.99753 89.99909 89.99932

Perimeter
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070174014.0770.33053.6843.7383.8554.0264.2494.4984.632
lowest : 3.451775 3.473290 3.477688 3.495615 3.507035 , highest: 5.265663 5.267618 5.285577 5.510374 5.616516
Solidity
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     3393        1   -0.133  0.07764 -0.26962 -0.23434 -0.17651 
      .50      .75      .90      .95 
 -0.11719 -0.07707 -0.05723 -0.04781 
 
lowest :-0.423083474-0.406789619-0.396694215-0.380207756-0.376160087
highest:-0.019045858-0.018925717-0.017823870-0.012421875-0.007220122

SpatialMoment_0_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907052115.1830.52984.4894.5954.8285.1125.4895.8296.050
lowest : 4.369448 4.382027 4.394449 4.406719 4.418841 , highest: 6.941190 6.954639 6.965080 7.119636 7.126087
SpatialMoment_0_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070278617.2750.86286.1806.3606.7077.1997.7688.3478.645
lowest : 5.023881 5.327876 5.337538 5.342334 5.356586
highest: 9.928034 9.930616 9.95972610.05878010.077567

SpatialMoment_0_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070463819.6111.222 8.031 8.322 8.806 9.52210.31611.11011.512
lowest : 5.971262 6.532334 6.555357 6.576470 6.639876
highest:13.17742013.18200113.19136113.24133313.245612

SpatialMoment_0_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704909112.061.59 9.98310.36611.03711.95112.99214.00114.522
lowest : 7.045777 7.804251 7.881937 7.921536 8.062433
highest:16.68171116.68727516.70081316.71619416.735672

SpatialMoment_1_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070272217.2630.85996.1176.3566.7257.1487.7638.3048.656
lowest : 5.192957 5.293305 5.323010 5.337538 5.393628
highest: 9.99875210.18233110.55641210.85876810.876839

SpatialMoment_1_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070449719.3591.134 7.907 8.164 8.619 9.22610.00010.77011.210
lowest : 6.956545 7.095064 7.142037 7.192934 7.198931
highest:12.95719913.09584313.50787113.97205613.986652

SpatialMoment_1_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704852111.691.459 9.86910.14310.75411.53012.54713.49914.061
lowest : 8.323123 8.482188 8.551208 8.564840 8.709795
highest:16.17186316.39639216.71153017.18399617.190511

SpatialMoment_1_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704890114.141.80611.8512.2412.9513.9415.1816.3617.02
lowest : 9.357725 9.75979010.04385810.14021810.230018
highest:19.52780619.76923720.04866920.45607920.457824

SpatialMoment_2_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070465519.5861.217 7.937 8.312 8.841 9.45810.29211.03011.511
lowest : 6.396930 6.442540 6.529419 6.634633 6.663133
highest:13.38961713.69744714.12134214.87629214.946851

SpatialMoment_2_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704853111.681.453 9.79710.13610.74211.49312.50513.43314.062
lowest : 8.428362 8.502283 8.630522 8.713911 8.739697
highest:16.44636816.51287217.08383318.06217518.130520

SpatialMoment_2_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704889113.991.74811.7512.1612.8513.7714.9916.1516.87
lowest : 10.11269 10.43611 10.46806 10.47523 10.48047 , highest: 19.68320 19.84570 20.28835 21.31445 21.38485
SpatialMoment_2_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590704895116.422.07313.7914.2215.0916.2117.6418.9819.76
lowest : 11.80308 11.91410 11.95499 12.01513 12.21023 , highest: 23.04501 23.23957 23.62189 24.61366 24.68745
Zernike_0_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070466910.54030.18250.27860.32630.42280.54180.65890.75320.8015
lowest :0.12120490.13830020.14187010.15128410.1514123
highest:0.91543140.91758040.92344890.93376680.9534350

Zernike_1_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.06332  0.03908  0.01407  0.02150  0.03621 
      .50      .75      .90      .95 
  0.05923  0.08639  0.11254  0.12672 
 
lowest :0.00038806820.00049099680.00098222280.00168493290.0020278595
highest:0.17580735330.18037864510.18059970220.18995955710.1919885666

Zernike_2_0
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4984        1   0.1328  0.04013  0.06550  0.08419  0.11072 
      .50      .75      .90      .95 
  0.13787  0.15931  0.17488  0.18257 
 
lowest :1.355175e-054.503343e-048.607923e-041.072836e-031.303797e-03
highest:2.063783e-012.068061e-012.076239e-012.077547e-012.120538e-01

Zernike_2_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.07437  0.02772  0.03184  0.04100  0.05834 
      .50      .75      .90      .95 
  0.07548  0.09245  0.10493  0.11154 
 
lowest :0.00098164340.00104951650.00388586050.00451710270.0053074413
highest:0.13278886020.13397860120.13656100560.13746369830.1390602253

Zernike_3_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.03061  0.02203 0.005652 0.008409 0.014947 
      .50      .75      .90      .95 
 0.026101 0.043407 0.061574 0.069428 
 
lowest :0.00072502530.00076157860.00081263090.00085196750.0009040350
highest:0.08667813150.08725839500.08734682020.08778768520.0887006198

Zernike_3_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-3.9790.7782-5.233-4.874-4.387-3.928-3.484-3.144-2.941
lowest :-7.521752-7.386238-7.259481-6.970295-6.969082
highest:-2.283060-2.270257-2.256693-2.230254-2.145073

Zernike_4_0
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.02411  0.01867 0.001797 0.003762 0.010457 
      .50      .75      .90      .95 
 0.021492 0.035696 0.047723 0.053585 
 
lowest :5.744651e-061.402364e-052.171080e-053.502598e-054.226305e-05
highest:9.130067e-029.506802e-029.524549e-029.974265e-021.089768e-01

Zernike_4_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.02784  0.01646 0.006850 0.009606 0.016116 
      .50      .75      .90      .95 
 0.026236 0.039156 0.048264 0.052208 
 
lowest :0.00039664780.00055142920.00083514490.00087755190.0010128798
highest:0.06490428750.06500828920.06541781340.06623411410.0691117078

Zernike_4_4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.02826  0.01191 0.009715 0.013586 0.021141 
      .50      .75      .90      .95 
 0.028939 0.035961 0.040743 0.043493 
 
lowest :0.0008245100.0010649260.0011171870.0011443890.001172211
highest:0.0646890200.0648922230.0673036920.0685443900.071556118

Zernike_5_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01556 0.009664 0.003492 0.005100 0.008808 
      .50      .75      .90      .95 
 0.014467 0.021361 0.027405 0.031055 
 
lowest :0.00031330690.00034390400.00037766420.00047641300.0005862798
highest:0.04367761820.04463399380.04539135980.04584973080.0558209910

Zernike_5_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01502   0.0092 0.003565 0.005220 0.008798 
      .50      .75      .90      .95 
 0.013908 0.020213 0.026189 0.030153 
 
lowest :0.00022787780.00024876950.00030006530.00031876840.0003381665
highest:0.04883478470.04897321000.04926149480.04969884280.0512354694

Zernike_5_5
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01262 0.008892 0.002554 0.003738 0.006510 
      .50      .75      .90      .95 
 0.010810 0.016939 0.024421 0.028869 
 
lowest :0.00013272280.00025791360.00030275330.00037360590.0004093676
highest:0.04381694060.04382739480.04447024570.04614182910.0461514323

Zernike_6_0
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4987        1  0.01215 0.009715 0.001048 0.002077 0.005111 
      .50      .75      .90      .95 
 0.010560 0.017711 0.024339 0.028896 
 
lowest :1.664921e-061.065002e-051.078829e-051.449327e-051.485948e-05
highest:4.646578e-024.652716e-024.656523e-025.540831e-025.712991e-02

Zernike_6_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.01292 0.007474 0.003141 0.004656 0.007913 
      .50      .75      .90      .95 
 0.012198 0.017300 0.022220 0.024820 
 
lowest :0.00022351280.00024623830.00029429110.00029804960.0003418989
highest:0.03591300060.03760958250.03962527580.03971184650.0434130865

Zernike_6_4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.01295 0.007533 0.003339 0.004654 0.007759 
      .50      .75      .90      .95 
 0.012323 0.017823 0.022064 0.024495 
 
lowest :0.00022008190.00023098240.00045419910.00045977180.0005744440
highest:0.03834395540.03840953840.04057533870.04342928730.0435700033

Zernike_6_6
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.01511 0.007056 0.004757 0.006934 0.010734 
      .50      .75      .90      .95 
 0.015167 0.019455 0.022818 0.025099 
 
lowest :0.00023197740.00032036420.00033797470.00050801170.0005367870
highest:0.03835254090.03855678850.03964529590.03992563780.0401280467

Zernike_7_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.009406 0.005827 0.002134 0.003021 0.005314 
      .50      .75      .90      .95 
 0.008765 0.012927 0.016636 0.018829 
 
lowest :0.00011522460.00024990290.00026162580.00030234460.0003196667
highest:0.02828222390.02917800480.02948958930.03000591800.0335954974

Zernike_7_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.009854 0.005891 0.002334 0.003421 0.005856 
      .50      .75      .90      .95 
 0.009162 0.013130 0.016972 0.019263 
 
lowest :0.00018070490.00020861980.00034754890.00039004880.0004108831
highest:0.03111754850.03117763000.03433813390.03438608300.0372329303

Zernike_7_5
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.009287 0.005515 0.002309 0.003309 0.005628 
      .50      .75      .90      .95 
 0.008638 0.012375 0.015840 0.018053 
 
lowest :6.548637e-058.767025e-051.169101e-041.366079e-041.565060e-04
highest:2.882584e-022.914386e-023.039412e-023.240666e-023.373264e-02

Zernike_7_7
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-5.0970.8388-6.568-6.085-5.493-4.983-4.564-4.215-4.033
lowest :-10.330792 -9.053777 -8.989031 -8.855531 -8.768392
highest: -3.490589 -3.376059 -3.373149 -3.354245 -3.318736

Zernike_8_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049871-2.1550.1396-2.365-2.321-2.241-2.149-2.066-1.999-1.962
lowest :-2.484968-2.479651-2.478106-2.477389-2.475808
highest:-1.819443-1.819102-1.808630-1.790367-1.754976

Zernike_8_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.008874 0.005541 0.002075 0.003130 0.005071 
      .50      .75      .90      .95 
 0.008049 0.012014 0.015610 0.017946 
 
lowest :0.00011759660.00016819660.00030977380.00035563660.0003622311
highest:0.03064238630.03091794150.03221351090.03229187590.0326247642

Zernike_8_4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.008559 0.005116 0.002126 0.003018 0.004967 
      .50      .75      .90      .95 
 0.008095 0.011429 0.014745 0.017009 
 
lowest :0.00011823850.00013203400.00024429410.00035251890.0004193308
highest:0.02541489180.02693272770.02790989590.03029417680.0352972398

Zernike_8_6
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.008362 0.005029 0.002100 0.002895 0.004978 
      .50      .75      .90      .95 
 0.007751 0.011135 0.014530 0.016554 
 
lowest :0.00021997220.00022612860.00023662010.00026782010.0003059715
highest:0.02588673000.02592099430.02804766670.02883618210.0294086524

Zernike_8_8
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01008 0.004994 0.003107 0.004413 0.006758 
      .50      .75      .90      .95 
 0.009963 0.013094 0.015859 0.017422 
 
lowest :0.00023704840.00044134620.00056248470.00059801950.0006868957
highest:0.02781588700.02792023890.02829861390.02836891670.0303413981

Zernike_9_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.006616 0.004149 0.001636 0.002207 0.003794 
      .50      .75      .90      .95 
 0.006012 0.008868 0.011603 0.013230 
 
lowest :7.538297e-051.785491e-041.877694e-041.920506e-042.483213e-04
highest:2.474223e-022.480112e-022.522402e-022.885630e-023.012425e-02

Zernike_9_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.007003 0.004295 0.001704 0.002445 0.004097 
      .50      .75      .90      .95 
 0.006492 0.009353 0.012191 0.014012 
 
lowest :4.643151e-051.469492e-041.535526e-041.609598e-041.733815e-04
highest:2.538401e-022.578140e-022.632741e-022.728277e-023.297497e-02

Zernike_9_5
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-1.840.05124-1.916-1.900-1.870-1.840-1.810-1.783-1.766
lowest :-1.976234-1.974206-1.972200-1.970926-1.970699
highest:-1.677090-1.640468-1.636444-1.624476-1.596806

Zernike_9_7
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049891-2.1790.08942-2.314-2.282-2.232-2.178-2.126-2.080-2.052
lowest :-2.474091-2.438297-2.431933-2.431683-2.421733
highest:-1.925516-1.920676-1.911904-1.909287-1.864567

Zernike_9_9
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907049901-5.4210.8267-6.806-6.420-5.847-5.323-4.898-4.547-4.371
lowest :-11.751662 -9.957166 -8.815049 -8.743676 -8.668779
highest: -3.682971 -3.676263 -3.621365 -3.616083 -3.450328

X1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590705907150.7726.7521.3325.0032.3643.4264.7894.9696.81
lowest : 3.189125 5.873217 9.153689 9.182365 9.537368
highest:99.45655699.57644499.64172299.74769299.928540

X2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
590705877139.7427.23 1.724 3.13117.66245.43759.86467.95871.993
lowest : 0.000000000 0.001525239 0.001850074 0.001962566 0.004511807
highest:85.60335161285.99983305687.62082141488.72414277389.819813903

X3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5535        1   0.5643    2.501  -4.6824  -1.7782  -0.5084 
      .50      .75      .90      .95 
   0.3926   1.4011   4.3114   5.0964 
 
lowest :-4.682422-4.681699-4.672852-4.670905-4.664602
highest: 5.893682 5.900116 5.927281 5.934156 6.054353

X4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4390    0.983    -1.52    2.229  -4.5450  -4.5450  -4.5450 
      .50      .75      .90      .95 
  -0.9609  -0.2577   0.5110   1.0453 
 
lowest :-4.544952-4.544155-4.543065-4.536607-4.523214
highest: 5.612910 5.976125 6.045018 6.075710 6.093250

X5
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      2858     0.862    -6.806     5.654 -12.04670 -12.04670 
       .25       .50       .75       .90       .95 
 -12.04670 -12.04670  -1.26276  -0.45171  -0.07269 
 
lowest :-12.046696-11.046646 -7.163097 -5.211719 -5.198324
highest: 1.209256 1.279882 1.386051 1.386615 1.499587

X6
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     1837    0.673   -44.44    26.47  -63.540  -63.540  -63.540 
      .50      .75      .90      .95 
  -63.540   -2.949   -1.480   -0.774 
 
lowest :-63.5397800 -5.8630728 -5.7790175 -5.7739542 -5.6743709
highest: 0.6255242 0.6595212 0.7281629 0.7513419 0.8492063
 Value      -63.5  -6.0  -5.5  -5.0  -4.5  -4.0  -3.5  -3.0  -2.5  -2.0  -1.5  -1.0
 Frequency   4071     3    10    17    68   109    66   193   321   340   209   210
 Proportion 0.689 0.001 0.002 0.003 0.012 0.018 0.011 0.033 0.054 0.058 0.035 0.036
                                   
 Value       -0.5   0.0   0.5   1.0
 Frequency    202    74    12     2
 Proportion 0.034 0.013 0.002 0.000
 
For the frequency table, variable is rounded to the nearest 0.5
X7
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0       880     0.383     -3239     963.1 -3804.864 -3804.864 
       .25       .50       .75       .90       .95 
 -3804.864 -3804.864 -3804.864    -4.427    -2.985 
 
lowest :-3.804864e+03-1.384515e+01-1.253556e+01-1.154111e+01-1.149387e+01
highest:-4.328587e-01-4.260240e-01-3.896303e-01-3.428039e-01-1.784585e-02
 Value      -3800     0
 Frequency   5028   879
 Proportion 0.851 0.149
 
For the frequency table, variable is rounded to the nearest 50
X8
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0        433      0.204   -7636246    1117120 -8.239e+06 
        .10        .25        .50        .75        .90        .95 
 -8.239e+06 -8.239e+06 -8.239e+06 -8.239e+06 -8.239e+06 -1.163e+01 
 
lowest :-8.238776e+06-7.334781e+01-4.247646e+01-3.172018e+01-2.907464e+01
highest:-1.880436e+00-1.673582e+00-1.253315e+00-1.147160e+00-1.026568e+00
 Value      -8200000        0
 Frequency      5475      432
 Proportion    0.927    0.073
 
For the frequency table, variable is rounded to the nearest 100000
IntegratedIntensityEdge
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590713.0840.4632.4542.5822.8073.0573.3463.6343.790
lowest : 1.096674 1.175887 1.250186 1.266451 1.356123 , highest: 4.567684 4.571005 4.578345 4.636708 4.730084
IntegratedIntensity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590714.3630.64813.4713.6553.9724.3334.7345.1205.365
lowest : 2.195913 2.318034 2.425571 2.434397 2.566284 , highest: 6.321206 6.324162 6.325692 6.346061 6.412199
LowerQuartileIntensity
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5812        1   -1.027   0.3643  -1.5663  -1.4309  -1.2070 
      .50      .75      .90      .95 
  -1.0311  -0.8675  -0.6090  -0.3906 
 
lowest :-2.7022202-2.6211173-2.5780209-2.5721524-2.5546881
highest:-0.1654134-0.1633070-0.1590298-0.1565107-0.1540457

MADIntensity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907057471-2.6880.5271-3.499-3.281-2.978-2.668-2.359-2.100-1.969
lowest :-4.785699-4.749761-4.683153-4.657823-4.593162
highest:-1.420688-1.408831-1.402440-1.348720-1.291018

MassDisplacement
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6836   0.7147 -1.74112 -1.48992 -1.08560 
      .50      .75      .90      .95 
 -0.67180 -0.24797  0.09658  0.34748 
 
lowest :-2.936559-2.865799-2.809843-2.799437-2.769270
highest: 1.494102 1.494453 1.528415 1.808152 1.826832

MaxIntensityEdge
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070441610.70780.19630.43560.49270.58290.69820.85570.94530.9748
lowest :0.12545960.12876230.13464040.14051920.1408247
highest:0.99719450.99860120.99916670.99943450.9999999

MaxIntensity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070457810.73120.19250.45740.51880.60710.72790.87700.96070.9804
lowest :0.13265260.14051920.14082470.14748350.1624126
highest:0.99719450.99860120.99916670.99943450.9999999

MeanIntensityEdge
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590710.43910.14090.25900.30010.35460.41740.49950.61220.7094
lowest :0.075891150.078311090.079146870.080924080.08528990
highest:0.854637480.856346320.856990140.861811900.88680659

MeanIntensity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590710.45990.14940.26870.31310.37350.43470.52140.66270.7546
lowest :0.081585380.084362550.089085000.089534330.09365009
highest:0.860688360.862094560.871818690.877905460.88089320

MedianIntensity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070562510.4570.15930.25570.30220.36640.42720.51920.68510.8022
lowest :0.081382350.085273340.088154900.089711760.08975255
highest:0.906926630.910180450.910308960.917250570.92599523

MinIntensityEdge
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4492        1   -1.448   0.3533  -1.8592  -1.7987  -1.6547 
      .50      .75      .90      .95 
  -1.4626  -1.2801  -1.0985  -0.9285 
 
lowest :-3.9120229-3.8437231-3.8055454-3.7942399-3.7227810
highest:-0.2476155-0.2429462-0.2423024-0.2383462-0.2379586

MinIntensity
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4442         1   0.06026 4.218e-14   0.06026   0.06026 
       .25       .50       .75       .90       .95 
   0.06026   0.06026   0.06026   0.06026   0.06026 
 
lowest : 0.060257 0.060257 0.060257 0.060257 0.060257 , highest: 0.060257 0.060257 0.060257 0.060257 0.060257
StdIntensityEdge
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1201  0.05285  0.05088  0.06447  0.08591 
      .50      .75      .90      .95 
  0.11414  0.14998  0.18586  0.20730 
 
lowest :0.015261630.018201420.019002790.019447590.02080534
highest:0.288768110.290514940.296351390.297347080.30073679

StdIntensity
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1105  0.04786  0.04900  0.06060  0.07927 
      .50      .75      .90      .95 
  0.10469  0.13738  0.16915  0.18868 
 
lowest :0.018148970.019206390.019381220.019529540.01953495
highest:0.267664080.268887530.270218850.276865060.28494885

UpperQuartileIntensity
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070581010.53840.17560.31110.36880.43400.50610.62530.79560.8578
lowest :0.094843930.095409800.101861180.103382550.10787353
highest:0.964247580.965296600.967160460.969139640.97468597

FirstClosestObjectNumber_Expanded
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070650.99918.7914.52 2 4 816273843
lowest : 0 1 2 3 4 , highest: 60 61 62 63 64
NumberOfNeighbors_Expanded
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070120.9555.0051.5793345677
lowest : 0 1 2 3 4 , highest: 7 8 9 10 11
 Value          0     1     2     3     4     5     6     7     8     9    10    11
 Frequency      1     4   169   679  1326  1646  1271   549   193    54    13     2
 Proportion 0.000 0.001 0.029 0.115 0.224 0.279 0.215 0.093 0.033 0.009 0.002 0.000
 

PercentTouching_Expanded
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907019490.75890.0314.67 57.30 63.77 79.73100.00100.00100.00100.00
lowest : 0.00000 35.69697 36.12869 36.19600 38.75453
highest: 99.82609 99.82639 99.87113 99.88962100.00000

SecondClosestObjectNumber_Expanded
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070650.99918.7314.39 3 4 816273743
lowest : 0 1 2 3 4 , highest: 60 61 62 63 65
FracAtD_1of4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5906        1  0.04219  0.01701  0.01698  0.02249  0.03184 
      .50      .75      .90      .95 
  0.04222  0.05235  0.06170  0.06680 
 
lowest :0.0048705250.0050915600.0059442190.0059561480.006628274
highest:0.0930632650.0931481640.0959447800.0966434500.105985600

FracAtD_2of4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5904        1    0.146  0.04124  0.08224  0.09619  0.12112 
      .50      .75      .90      .95 
  0.14857  0.17312  0.19030  0.20001 
 
lowest :0.032323840.034252710.036398250.037320130.03967554
highest:0.251039740.252102000.252727000.253420700.26228390

FracAtD_3of4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5900        1  -0.4473  0.01511  -0.4749  -0.4673  -0.4547 
      .50      .75      .90      .95 
  -0.4447  -0.4379  -0.4320  -0.4287 
 
lowest :-0.4936514-0.4931748-0.4926409-0.4914398-0.4914104
highest:-0.4123582-0.4123111-0.4120237-0.4112749-0.4101826

FracAtD_4of4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590210.49040.093820.38060.39880.42860.47190.53730.61060.6635
lowest :0.28237250.30256550.30424420.31073940.3165972
highest:0.79931600.80038300.81358430.81545320.8386247

MeanFrac_1of4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590711.040.22250.71430.79030.91611.03391.16011.29291.3749
lowest :0.35363990.36374570.39264720.40321950.4125699
highest:1.79068631.81983761.82929471.85265991.9609508

MeanFrac_2of4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590711.0360.1480.82510.87250.95761.03011.11521.20491.2688
lowest :0.54218660.54950520.55760660.57549250.5806906
highest:1.55433891.56821441.58201441.59893371.6455895

MeanFrac_3of4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590711.0210.064510.93060.95400.98821.01761.05411.09321.1218
lowest :0.68336580.68990410.75219280.75250920.7538226
highest:1.29133671.31833561.32704771.41973061.4569306

MeanFrac_4of4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590710.97510.077760.86030.88680.93060.97731.01791.05851.0906
lowest :0.66931390.70996520.74159060.74389130.7461223
highest:1.24098821.24273061.25349921.28234191.3030411

RadialCV_1of4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907056891-1.4550.2322-1.814-1.697-1.577-1.452-1.325-1.199-1.114
lowest :-1.9984317-1.9626119-1.9543435-1.9484324-1.9378215
highest:-0.7058184-0.6860626-0.6715193-0.6428976 0.1703737

RadialCV_2of4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   -1.402   0.2846  -1.8148  -1.7131  -1.5648 
      .50      .75      .90      .95 
  -1.4049  -1.2381  -1.0738  -0.9761 
 
lowest :-2.2692823-2.2381318-2.2332973-2.2181965-2.2176986
highest:-0.5956779-0.5804932-0.5172729-0.4441113-0.3494004

RadialCV_3of4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1721  0.08949  0.05811  0.07945  0.11478 
      .50      .75      .90      .95 
  0.16173  0.22133  0.28100  0.31928 
 
lowest :0.0029910850.0042374120.0043841070.0052500340.005522392
highest:0.4910110840.5033324180.5050315550.5214897010.539451951

RadialCV_4of4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.2065   0.1002  0.07185  0.09710  0.14272 
      .50      .75      .90      .95 
  0.20135  0.26508  0.32281  0.35948 
 
lowest :0.0026860310.0034226880.0034715230.0041661690.004482195
highest:0.5338157330.5388823100.5525306350.5538625110.561383938

ZernikeMagnitude_0_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590710.4580.14890.26800.31190.37230.43270.51930.66040.7513
lowest :0.081585380.084362550.089085000.089534330.09365009
highest:0.854057450.858723860.869465480.871818690.88089320

ZernikeMagnitude_1_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-2.9440.7978-4.308-3.889-3.346-2.852-2.437-2.108-1.937
lowest :-7.585499-6.593049-6.558667-6.509394-6.263579
highest:-1.304010-1.183626-1.160456-1.083977-1.082016

ZernikeMagnitude_2_0
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1238  0.07145  0.03395  0.04909  0.07789 
      .50      .75      .90      .95 
  0.11517  0.16073  0.20988  0.24578 
 
lowest :0.00021422300.00030429060.00036139630.00037077500.0004180196
highest:0.40918312690.41246087820.42595111300.42612608720.4471330952

ZernikeMagnitude_2_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.07043   0.0418  0.01719  0.02485  0.04239 
      .50      .75      .90      .95 
  0.06656  0.09272  0.11928  0.13889 
 
lowest :0.00024988220.00096460230.00131905700.00151033920.0016793601
highest:0.24136121590.24402580510.24804223050.27423547820.2896723291

ZernikeMagnitude_3_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-3.610.9309-5.049-4.710-4.120-3.527-3.005-2.620-2.392
lowest :-7.731805-7.484235-7.433909-7.242169-7.201927
highest:-1.690256-1.644437-1.639387-1.623496-1.618383

ZernikeMagnitude_3_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-3.9910.8033-5.294-4.928-4.409-3.914-3.494-3.136-2.950
lowest :-8.848281-8.661928-8.313613-7.689330-7.284720
highest:-2.156210-2.108496-2.100168-2.070808-2.003676

ZernikeMagnitude_4_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-2.3070.355-2.832-2.725-2.519-2.302-2.098-1.901-1.785
lowest :-3.287943-3.248226-3.224863-3.195259-3.178990
highest:-1.340297-1.315441-1.312998-1.303511-1.297020

ZernikeMagnitude_4_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-3.7880.974-5.316-4.929-4.329-3.729-3.154-2.719-2.490
lowest :-8.484124-7.805374-7.645765-7.620344-7.583018
highest:-1.773364-1.752110-1.706894-1.640791-1.625417

ZernikeMagnitude_4_4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-3.8150.7711-5.126-4.751-4.209-3.721-3.327-3.019-2.834
lowest :-7.589567-7.528257-7.186784-7.059930-7.038322
highest:-2.108416-2.105251-2.092286-2.052446-1.830823

ZernikeMagnitude_5_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.3170.8838-5.755-5.341-4.778-4.257-3.782-3.361-3.118
lowest :-9.068136-8.159898-8.142868-8.104852-8.083155
highest:-2.253124-2.233712-2.230155-2.140804-2.016063

ZernikeMagnitude_5_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.3690.8682-5.785-5.392-4.810-4.295-3.831-3.454-3.230
lowest :-8.964802-8.791251-8.755010-8.422312-8.330902
highest:-2.331449-2.306068-2.269361-2.173614-2.159497

ZernikeMagnitude_5_5
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.6510.8062-5.962-5.615-5.064-4.569-4.138-3.811-3.612
lowest :-8.694636-8.672300-8.577175-8.565189-8.534092
highest:-2.859107-2.849791-2.848777-2.844426-2.802852

ZernikeMagnitude_6_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-2.510.2841-2.938-2.834-2.681-2.509-2.342-2.193-2.098
lowest :-3.252318-3.251311-3.242578-3.228013-3.224197
highest:-1.669370-1.647683-1.609704-1.601036-1.582307

ZernikeMagnitude_6_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.5410.8895-5.939-5.561-5.019-4.496-4.014-3.573-3.304
lowest :-8.392356-7.868960-7.819897-7.802972-7.725964
highest:-2.378376-2.313742-2.298790-2.192499-2.165325

ZernikeMagnitude_6_4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.5640.9019-6.009-5.582-5.042-4.513-4.023-3.599-3.321
lowest :-8.928611-8.868654-8.816412-8.000149-7.981174
highest:-2.345672-2.286916-2.246099-2.182691-1.955298

ZernikeMagnitude_6_6
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.4680.8228-5.791-5.421-4.900-4.391-3.947-3.596-3.391
lowest :-9.085646-8.837640-8.244106-8.236092-8.084440
highest:-2.646608-2.642979-2.628383-2.533326-2.272331

ZernikeMagnitude_7_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.8460.853-6.192-5.840-5.292-4.783-4.333-3.940-3.709
lowest :-8.763567-8.648032-8.483056-8.340971-8.217151
highest:-2.649710-2.635884-2.586230-2.537534-2.520950

ZernikeMagnitude_7_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.830.8533-6.201-5.807-5.296-4.772-4.302-3.913-3.678
lowest :-9.098848-9.004785-8.757461-8.573301-8.278617
highest:-2.761917-2.748061-2.721033-2.649043-2.635109

ZernikeMagnitude_7_5
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.9190.8383-6.278-5.915-5.359-4.844-4.398-4.035-3.815
lowest :-9.171550-9.049231-8.842909-8.396031-8.207513
highest:-2.958065-2.936721-2.936658-2.910614-2.793658

ZernikeMagnitude_7_7
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.150.8064-6.482-6.087-5.557-5.075-4.642-4.304-4.119
lowest :-9.789897-9.604868-8.807780-8.719873-8.644592
highest:-3.415671-3.413000-3.344457-3.319289-3.303783

ZernikeMagnitude_8_0
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-2.6040.2496-2.982-2.895-2.751-2.598-2.455-2.330-2.256
lowest :-3.295700-3.257097-3.253547-3.226186-3.224806
highest:-1.843046-1.833762-1.832318-1.788835-1.783162

ZernikeMagnitude_8_2
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.9920.8643-6.388-6.025-5.447-4.913-4.452-4.080-3.862
lowest :-9.514382-9.511992-8.934977-8.639664-8.486135
highest:-2.882693-2.872163-2.772342-2.703854-2.662849

ZernikeMagnitude_8_4
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.010.8648-6.393-6.008-5.467-4.937-4.494-4.110-3.856
lowest :-8.880323-8.873301-8.801430-8.771349-8.565142
highest:-2.723426-2.686897-2.585524-2.567053-2.484446

ZernikeMagnitude_8_6
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.0420.8357-6.358-5.988-5.475-4.985-4.542-4.153-3.922
lowest :-9.419460-9.243122-8.724505-8.602903-8.558752
highest:-2.784755-2.767962-2.746359-2.684419-2.297850

ZernikeMagnitude_8_8
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-4.9020.8214-6.240-5.862-5.337-4.820-4.393-4.032-3.822
lowest :-8.609095-8.351555-8.286998-8.153291-8.119029
highest:-3.071398-3.065121-3.023909-2.899291-2.633607

ZernikeMagnitude_9_1
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.2510.8476-6.621-6.217-5.699-5.180-4.731-4.352-4.146
lowest :-10.724007-10.005381 -9.676335 -9.060273 -9.011679
highest: -3.102925 -3.089325 -2.960880 -2.878811 -2.831503

ZernikeMagnitude_9_3
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.2080.8207-6.554-6.183-5.620-5.131-4.698-4.342-4.140
lowest :-9.360041-9.238177-8.971598-8.954959-8.805979
highest:-3.198469-3.110538-3.073589-3.029982-2.987248

ZernikeMagnitude_9_5
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.2450.8265-6.590-6.209-5.675-5.167-4.741-4.366-4.163
lowest :-9.294482-9.035873-8.886916-8.773013-8.749784
highest:-3.279503-3.267320-3.128692-3.085426-3.075684

ZernikeMagnitude_9_7
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.3060.8052-6.639-6.260-5.705-5.235-4.811-4.458-4.241
lowest :-10.006959 -9.399438 -8.919111 -8.773990 -8.441476
highest: -3.485856 -3.475993 -3.474008 -3.369610 -3.228556

ZernikeMagnitude_9_9
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-5.5140.8262-6.870-6.490-5.936-5.435-5.001-4.639-4.431
lowest :-9.441728-9.401584-9.363191-9.272641-9.239595
highest:-3.820009-3.795853-3.789521-3.774793-3.769736

ZernikePhase_1_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1244    2.083  -2.8439  -2.4459  -1.3549 
      .50      .75      .90      .95 
   0.1307   1.7450   2.5721   2.8480 
 
lowest :-3.141191-3.140775-3.139064-3.138669-3.138621
highest: 3.137378 3.137667 3.138911 3.139021 3.140595

ZernikePhase_2_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.03056    1.987  -2.7677  -2.3704  -1.4467 
      .50      .75      .90      .95 
  -0.1391   1.4252   2.3903   2.7067 
 
lowest :-3.141437-3.140997-3.140480-3.139470-3.137274
highest: 3.134438 3.135486 3.136245 3.138512 3.140316

ZernikePhase_3_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.05402    2.092 -2.82734 -2.49743 -1.45062 
      .50      .75      .90      .95 
  0.02288  1.67553  2.52423  2.82441 
 
lowest :-3.139677-3.138131-3.137543-3.136002-3.135532
highest: 3.134174 3.134373 3.135287 3.140739 3.141395

ZernikePhase_3_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.06008    2.152  -2.8738  -2.5905  -1.7262 
      .50      .75      .90      .95 
  -0.0977   1.6075   2.5083   2.8280 
 
lowest :-3.138987-3.137117-3.136794-3.135607-3.134405
highest: 3.139396 3.139809 3.139840 3.140563 3.141403

ZernikePhase_4_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.04503    2.151 -2.82921 -2.50840 -1.64193 
      .50      .75      .90      .95 
  0.05837  1.73731  2.57180  2.85109 
 
lowest :-3.139581-3.139205-3.138987-3.138723-3.136560
highest: 3.132217 3.133943 3.134313 3.134423 3.138343

ZernikePhase_4_4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.03705    2.171 -2.85833 -2.59440 -1.65781 
      .50      .75      .90      .95 
  0.06635  1.69243  2.59293  2.87777 
 
lowest :-3.141530-3.141083-3.140780-3.140532-3.139667
highest: 3.137564 3.139274 3.139404 3.140192 3.140250

ZernikePhase_5_1
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      5907         1 -0.007452     2.149  -2.83793  -2.55235 
       .25       .50       .75       .90       .95 
  -1.63134  -0.07935   1.67117   2.57728   2.87134 
 
lowest :-3.141243-3.141152-3.139050-3.138920-3.137999
highest: 3.138809 3.139788 3.140457 3.141176 3.141371

ZernikePhase_5_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.03806    2.068 -2.78453 -2.49483 -1.58036 
      .50      .75      .90      .95 
 -0.09188  1.53923  2.47814  2.80525 
 
lowest :-3.140530-3.137184-3.136900-3.135754-3.133670
highest: 3.133401 3.134572 3.135217 3.136344 3.139357

ZernikePhase_5_5
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.05414    2.085 -2.83211 -2.48797 -1.45372 
      .50      .75      .90      .95 
  0.06723  1.62648  2.55366  2.84871 
 
lowest :-3.140286-3.140194-3.139932-3.139838-3.139588
highest: 3.134692 3.134971 3.137933 3.139637 3.140825

ZernikePhase_6_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 0.008819    2.102 -2.82295 -2.52027 -1.54489 
      .50      .75      .90      .95 
 -0.02284  1.60851  2.53064  2.83962 
 
lowest :-3.141528-3.141389-3.140985-3.140777-3.140679
highest: 3.135145 3.136831 3.137941 3.138265 3.138789

ZernikePhase_6_4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.06386    2.074  -2.8325  -2.4985  -1.5013 
      .50      .75      .90      .95 
   0.1783   1.6001   2.4679   2.7807 
 
lowest :-3.140668-3.139270-3.137724-3.137147-3.135964
highest: 3.138663 3.138784 3.138946 3.140370 3.140956

ZernikePhase_6_6
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.05073    2.063 -2.79099 -2.53542 -1.59701 
      .50      .75      .90      .95 
 -0.04338  1.42913  2.42773  2.77288 
 
lowest :-3.141435-3.140269-3.140098-3.139543-3.138400
highest: 3.136084 3.136502 3.137207 3.138404 3.139062

ZernikePhase_7_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.05266    2.091 -2.81620 -2.48437 -1.47475 
      .50      .75      .90      .95 
  0.01806  1.69053  2.49668  2.79991 
 
lowest :-3.140635-3.139304-3.138783-3.137698-3.136463
highest: 3.135764 3.135959 3.136039 3.136865 3.140607

ZernikePhase_7_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0722    2.107  -2.8308  -2.4954  -1.4887 
      .50      .75      .90      .95 
   0.1065   1.6545   2.5766   2.8425 
 
lowest :-3.140643-3.139644-3.138686-3.138500-3.137548
highest: 3.139055 3.139220 3.139294 3.139824 3.140882

ZernikePhase_7_5
image
         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      5907         1   0.00289     2.047 -2.791860 -2.440536 
       .25       .50       .75       .90       .95 
 -1.506060  0.001413  1.479237  2.500298  2.837567 
 
lowest :-3.141347-3.140183-3.139958-3.138361-3.131473
highest: 3.136510 3.137553 3.137690 3.139291 3.140840

ZernikePhase_7_7
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.01587     2.09 -2.79186 -2.50242 -1.61338 
      .50      .75      .90      .95 
 -0.02627  1.58149  2.48440  2.79878 
 
lowest :-3.139841-3.138708-3.138689-3.138216-3.134728
highest: 3.136979 3.138398 3.139791 3.140075 3.140526

ZernikePhase_8_2
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.07217    2.086  -2.7910  -2.5041  -1.6595 
      .50      .75      .90      .95 
  -0.1497   1.5078   2.4602   2.7911 
 
lowest :-3.138572-3.137811-3.136852-3.136136-3.134797
highest: 3.139383 3.140366 3.140557 3.140627 3.141066

ZernikePhase_8_4
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.09336    2.097  -2.8495  -2.5859  -1.6720 
      .50      .75      .90      .95 
  -0.1325   1.4684   2.4866   2.7998 
 
lowest :-3.141391-3.141094-3.140879-3.139941-3.139505
highest: 3.136767 3.139077 3.139158 3.139599 3.141024

ZernikePhase_8_6
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0552    2.107 -2.80201 -2.47786 -1.55112 
      .50      .75      .90      .95 
  0.08902  1.65333  2.54332  2.85858 
 
lowest :-3.140900-3.140331-3.139318-3.137865-3.137645
highest: 3.136882 3.137087 3.138362 3.140087 3.141585

ZernikePhase_8_8
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.03166    2.079 -2.82406 -2.50509 -1.55816 
      .50      .75      .90      .95 
  0.09117  1.54415  2.51133  2.82366 
 
lowest :-3.140522-3.139522-3.138854-3.137741-3.136841
highest: 3.139100 3.140668 3.140698 3.141102 3.141506

ZernikePhase_9_1
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.06971    2.119  -2.8024  -2.4683  -1.5414 
      .50      .75      .90      .95 
   0.1047   1.7007   2.5447   2.8563 
 
lowest :-3.140175-3.140166-3.139984-3.137271-3.136001
highest: 3.134681 3.138664 3.139472 3.141134 3.141259

ZernikePhase_9_3
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 0.002969    2.113 -2.86935 -2.56310 -1.56720 
      .50      .75      .90      .95 
 -0.02595  1.62617  2.51664  2.80896 
 
lowest :-3.140778-3.140732-3.140196-3.139340-3.138815
highest: 3.137741 3.139022 3.139179 3.139676 3.141010

ZernikePhase_9_5
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0397    2.132 -2.82584 -2.51867 -1.59756 
      .50      .75      .90      .95 
  0.04656  1.68621  2.57283  2.84184 
 
lowest :-3.139517-3.139473-3.136501-3.134342-3.132037
highest: 3.133922 3.136425 3.138917 3.139194 3.141509

ZernikePhase_9_7
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5907          1 -0.0005276      2.098   -2.81597 
        .10        .25        .50        .75        .90        .95 
   -2.49296   -1.56395   -0.02506    1.55414    2.51909    2.83113 
 
lowest :-3.141083-3.141042-3.140096-3.138750-3.135550
highest: 3.134206 3.138183 3.138722 3.139790 3.140495

ZernikePhase_9_9
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0581    2.079 -2.82764 -2.48815 -1.48588 
      .50      .75      .90      .95 
  0.09004  1.62013  2.50543  2.81633 
 
lowest :-3.140494-3.139697-3.138558-3.137142-3.132421
highest: 3.137641 3.138903 3.139139 3.139177 3.139271

AngularSecondMoment_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907039321-5.5150.5675-6.386-6.186-5.847-5.475-5.159-4.883-4.755
lowest :-7.485641-7.313693-7.283911-7.276288-7.271037
highest:-3.907779-3.561159-3.517507-3.446660-3.374417

AngularSecondMoment_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907036131-5.4220.6093-6.357-6.140-5.777-5.389-5.054-4.737-4.587
lowest :-7.505200-7.359288-7.280695-7.272694-7.266433
highest:-3.784190-3.772325-3.706039-3.643549-3.583519

AngularSecondMoment_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907039331-5.5110.5702-6.390-6.189-5.845-5.472-5.151-4.872-4.737
lowest :-7.531612-7.328716-7.327343-7.278640-7.261739
highest:-4.130763-4.078584-3.756100-3.666852-3.384055

AngularSecondMoment_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907035821-5.410.6143-6.353-6.138-5.770-5.379-5.035-4.719-4.562
lowest :-7.484608-7.312897-7.291847-7.255960-7.251086
highest:-3.920952-3.871201-3.871201-3.767652-3.582833

Contrast_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590216.2380.7555.1665.4185.8046.2196.6637.1207.369
lowest : 3.231722 3.450671 3.455128 3.629843 3.656455 , highest: 8.469213 8.510731 8.525836 8.609867 8.989627
Contrast_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590616.5650.86275.3165.6146.0646.5477.0837.5497.829
lowest : 3.503371 3.567653 3.619451 3.660584 3.723223 , highest: 8.878169 8.962869 8.978431 8.993432 8.997951
Contrast_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590016.2270.76985.1435.3925.7646.2046.6837.1187.376
lowest : 3.573254 3.580192 3.592211 3.616080 3.622364 , highest: 8.347864 8.384734 8.422326 8.453446 8.497812
Contrast_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590216.620.87775.3085.6476.1116.6247.1467.6167.890
lowest : 3.456243 3.508882 3.685217 3.735836 3.800418 , highest: 8.804858 8.819446 8.860948 8.944239 9.077688
Correlation_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590710.54030.23940.12420.23890.41710.57050.69960.79250.8350
lowest :-0.3838367-0.3470170-0.3439938-0.3418434-0.3027138
highest: 0.9515965 0.9529674 0.9563109 0.9635142 0.9645022

Correlation_2_01_256
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.3667   0.2991 -0.08914  0.01777  0.18839 
      .50      .75      .90      .95 
  0.38385  0.56387  0.70290  0.77166 
 
lowest :-0.6933048-0.6027348-0.5747121-0.5708584-0.5681000
highest: 0.9428548 0.9446486 0.9497224 0.9686087 0.9704460

Correlation_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590710.54450.23650.13320.24760.42190.57230.70030.79450.8443
lowest :-0.5121104-0.4061096-0.3381626-0.3231540-0.2880184
highest: 0.9579580 0.9588917 0.9665735 0.9745039 0.9832786

Correlation_2_03_256
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.3385   0.3008 -0.12658 -0.01992  0.16279 
      .50      .75      .90      .95 
  0.35325  0.53595  0.67155  0.74622 
 
lowest :-0.7504466-0.7059834-0.6060307-0.6055460-0.5716723
highest: 0.9207999 0.9315731 0.9331783 0.9610662 0.9636647

DifferenceEntropy_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070588715.1330.43264.4794.6524.8975.1455.3955.6165.730
lowest : 3.288111 3.422046 3.468976 3.513011 3.554270 , highest: 6.262751 6.266091 6.289026 6.294316 6.327096
DifferenceEntropy_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070586015.2480.48734.5134.6994.9765.2605.5415.7965.929
lowest : 3.189898 3.580631 3.588313 3.600529 3.657042 , highest: 6.431337 6.514312 6.514604 6.544478 6.648373
DifferenceEntropy_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070588615.1230.4394.4734.6334.8705.1245.3895.6215.746
lowest : 3.368580 3.545111 3.549218 3.575958 3.604637 , highest: 6.215270 6.229063 6.331999 6.380476 6.501453
DifferenceEntropy_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070585015.2670.49424.5054.7154.9895.2875.5615.8235.963
lowest : 3.473005 3.544087 3.548438 3.576207 3.623754 , highest: 6.497781 6.530856 6.546113 6.586810 6.612190
DifferenceVariance_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059001-8.7840.5336-9.487-9.372-9.123-8.813-8.510-8.192-7.942
lowest :-10.079540-10.075432-10.065280-10.040770-10.028722
highest: -6.450717 -6.405816 -6.404559 -6.266354 -6.049914

DifferenceVariance_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907058981-8.8920.5657-9.662-9.514-9.242-8.923-8.588-8.258-8.041
lowest :-10.433780-10.277334-10.248216-10.202159-10.199313
highest: -6.538030 -6.405754 -6.327206 -6.298429 -6.237420

DifferenceVariance_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059001-8.7760.5333-9.497-9.364-9.116-8.801-8.493-8.187-7.963
lowest :-10.295609-10.076152-10.050400 -9.987709 -9.949060
highest: -6.471609 -6.453304 -6.266976 -6.249127 -6.235600

DifferenceVariance_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907058971-8.9090.574-9.688-9.547-9.265-8.939-8.597-8.269-8.043
lowest :-10.367351-10.282300-10.277620-10.277475-10.251995
highest: -6.488259 -6.446422 -6.411028 -6.397267 -6.162265

Entropy_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070471218.0090.8266.8987.0787.4867.9428.4918.9849.282
lowest : 5.887374 5.929812 6.014997 6.102747 6.195296
highest:10.59141910.61741410.63945910.70852610.865293

Entropy_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070442617.8640.88926.6526.8667.3247.8078.3828.9089.232
lowest : 5.169925 5.393127 5.426609 5.459432 5.640224
highest:10.55862510.56825810.67616710.69309610.881996

Entropy_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070476218.0020.83066.8787.0667.4737.9348.4918.9949.286
lowest : 6.014091 6.058814 6.070442 6.116349 6.197475
highest:10.58958710.64328910.66929810.72146010.942535

Entropy_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070434417.8470.8966.6046.8327.2977.7988.3748.9069.226
lowest : 5.584963 5.700440 5.779094 5.832273 5.840224
highest:10.51714710.61158110.62550310.69266410.850472

InfoMeas1_2_00_256
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6527   0.1093  -0.7875  -0.7683  -0.7247 
      .50      .75      .90      .95 
  -0.6669  -0.5967  -0.5196  -0.4682 
 
lowest :-0.8768889-0.8699502-0.8654128-0.8640108-0.8639263
highest:-0.2330427-0.2199760-0.2141414-0.2054218-0.1914078

InfoMeas1_2_01_256
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6714   0.1163  -0.8159  -0.7927  -0.7487 
      .50      .75      .90      .95 
  -0.6843  -0.6113  -0.5314  -0.4759 
 
lowest :-0.9891374-0.9528245-0.9171349-0.9063047-0.9038496
highest:-0.2157240-0.2117548-0.1958275-0.1868456-0.1625887

InfoMeas1_2_02_256
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6538   0.1101  -0.7920  -0.7697  -0.7256 
      .50      .75      .90      .95 
  -0.6675  -0.5966  -0.5197  -0.4684 
 
lowest :-0.9037536-0.8924814-0.8900803-0.8900658-0.8848400
highest:-0.2143032-0.2137844-0.2117642-0.1831198-0.1765736

InfoMeas1_2_03_256
image
        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6742   0.1174  -0.8238  -0.7997  -0.7489 
      .50      .75      .90      .95 
  -0.6873  -0.6135  -0.5344  -0.4790 
 
lowest :-0.9602475-0.9377604-0.9272764-0.9176081-0.9168663
highest:-0.2292496-0.2163855-0.2149810-0.2093606-0.1919084

InfoMeas2_2_00_256
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5903          1 -0.0008714   0.001405 -3.045e-03 
        .10        .25        .50        .75        .90        .95 
 -1.348e-03 -4.538e-04 -1.692e-04 -7.122e-05 -3.930e-05 -2.952e-05 
 
lowest :-9.812263e-02-8.202445e-02-7.923423e-02-6.381540e-02-6.345942e-02
highest:-1.203780e-05-1.163762e-05-1.126988e-05-1.104830e-05-1.069835e-05

InfoMeas2_2_01_256
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5900          1 -0.0008187   0.001351 -2.679e-03 
        .10        .25        .50        .75        .90        .95 
 -1.199e-03 -3.867e-04 -1.426e-04 -5.842e-05 -3.152e-05 -2.328e-05 
 
lowest :-1.278383e-01-9.870071e-02-9.651897e-02-7.650473e-02-6.362230e-02
highest:-9.456428e-06-9.410635e-06-8.560645e-06-7.498627e-06-7.189973e-06

InfoMeas2_2_02_256
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5905          1  -0.000863   0.001391 -3.062e-03 
        .10        .25        .50        .75        .90        .95 
 -1.347e-03 -4.485e-04 -1.716e-04 -7.051e-05 -3.841e-05 -2.868e-05 
 
lowest :-1.121901e-01-1.004554e-01-8.470869e-02-7.857125e-02-5.984330e-02
highest:-1.244425e-05-1.076265e-05-9.968161e-06-9.449693e-06-9.392768e-06

InfoMeas2_2_03_256
image
          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5903          1 -0.0007994   0.001321 -2.601e-03 
        .10        .25        .50        .75        .90        .95 
 -1.160e-03 -3.810e-04 -1.380e-04 -5.587e-05 -2.974e-05 -2.276e-05 
 
lowest :-9.393582e-02-7.876834e-02-7.718261e-02-7.443073e-02-6.860210e-02
highest:-7.642403e-06-6.553552e-06-6.273554e-06-6.153540e-06-6.060566e-06

InverseDifferenceMoment_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-2.920.5313-3.790-3.513-3.179-2.878-2.608-2.386-2.235
lowest :-6.140234-6.088293-5.589113-5.515164-5.389202
highest:-1.238250-1.133265-1.111470-1.051391-0.902389

InverseDifferenceMoment_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-1.7610.1749-2.022-1.952-1.856-1.760-1.665-1.569-1.510
lowest :-2.4048815-2.3946794-2.3547820-2.3159691-2.3045288
highest:-1.1397341-1.1379356-1.1280333-1.1101502-0.9914681

InverseDifferenceMoment_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-1.7050.1643-1.947-1.886-1.794-1.704-1.616-1.526-1.466
lowest :-2.303897-2.294567-2.287443-2.271483-2.263646
highest:-1.070779-1.056795-1.049701-1.046564-1.018398

InverseDifferenceMoment_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907059071-1.7710.18-2.038-1.972-1.870-1.770-1.673-1.573-1.508
lowest :-2.341286-2.338291-2.327822-2.313031-2.311968
highest:-1.123153-1.118363-1.109430-1.075657-1.068814

SumAverage_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907058931236.877.99137.6160.2191.7223.6269.6344.3392.5
lowest : 41.50649 43.28879 45.78571 45.81111 47.79157
highest:446.41000446.89062448.41509452.89076455.52688

SumAverage_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907058951236.878.46137.0159.8191.4223.3268.8344.6394.0
lowest : 41.22727 42.51691 45.44545 45.77381 47.06542
highest:446.26875448.66667452.41818452.50526454.83784

SumAverage_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907058931236.777.96137.8160.2191.6223.3269.3344.1390.6
lowest : 41.11429 42.40741 45.45238 45.50455 46.95238
highest:443.25641446.80682448.35294451.22680454.56098

SumAverage_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
5907058851236.878.39136.8160.1191.3223.2269.8345.5392.6
lowest : 40.52273 42.67822 45.09859 45.21196 47.06452
highest:447.77833448.18519448.45556452.61842454.89623

SumEntropy_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070569416.2610.61625.3825.5565.8906.2596.6336.9717.149
lowest : 4.099088 4.449590 4.450244 4.479143 4.479184 , highest: 7.969905 7.986026 8.051878 8.084024 8.102864
SumEntropy_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070560716.1260.65195.1865.3925.7386.1276.5126.8687.076
lowest : 3.745406 3.806239 4.055958 4.095795 4.169925 , highest: 7.950890 7.983264 8.011552 8.060282 8.071543
SumEntropy_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070569916.2570.61875.3805.5505.8926.2596.6256.9647.154
lowest : 4.104824 4.300328 4.310713 4.380604 4.392504 , highest: 8.001380 8.011068 8.066524 8.107520 8.122921
SumEntropy_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070559816.1090.65675.1565.3615.7136.1076.5096.8507.060
lowest : 4.187889 4.233619 4.238901 4.251629 4.271371 , highest: 7.949043 7.976881 7.991234 8.054609 8.069538
SumVariance_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590717.5551.0375.8686.3616.9927.6338.2198.6778.907
lowest : 3.797183 3.867074 3.876420 4.081304 4.116446 , highest: 9.686124 9.706609 9.726063 9.775705 9.933033
SumVariance_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590717.4171.0515.7506.2316.8237.4888.0868.5698.838
lowest : 3.105135 3.743749 3.744647 3.790067 3.935414 , highest: 9.657459 9.714800 9.717695 9.767493 9.811455
SumVariance_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590717.5581.0335.8776.3987.0047.6258.2178.6828.918
lowest : 3.638466 3.679556 3.777452 3.820572 3.909456 , highest: 9.773908 9.786510 9.826834 9.846062 9.864210
SumVariance_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590717.3971.0455.7636.2066.8087.4578.0678.5458.788
lowest : 3.674805 3.685262 3.829884 3.831397 3.868336 , highest: 9.667454 9.708377 9.729129 9.762276 9.870275
Variance_2_00_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590716.440.93394.9795.3765.9226.4927.0467.4637.679
lowest : 3.067565 3.113188 3.121750 3.136796 3.146340 , highest: 8.388756 8.425975 8.468072 8.472936 8.571238
Variance_2_01_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590716.4330.93934.9535.3715.9066.4817.0457.4677.688
lowest : 2.669752 3.034273 3.069339 3.123060 3.141905 , highest: 8.467770 8.480030 8.486004 8.491711 8.617339
Variance_2_02_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590716.4410.93544.9605.3755.9186.4867.0497.4677.689
lowest : 2.955174 3.033224 3.054508 3.107958 3.115130 , highest: 8.437543 8.444073 8.465346 8.468163 8.638637
Variance_2_03_256
image
nmissingdistinctInfoMeanGmd.05.10.25.50.75.90.95
59070590716.4340.93814.9475.3695.9166.4777.0397.4687.686
lowest : 3.072710 3.083952 3.090818 3.113389 3.148158 , highest: 8.396417 8.420741 8.491702 8.514203 8.601800

Perform PCA and Correlation

featureDataAllNormlized=featureDataPcaAll(featureDataAllNormlized)

PCA: Propotion of Variance Explained

By Feature Type

pList=list()
for (reductionName in c("AreaShape","Granularity"  ,"Intensity","Neighbors", "RadialDistribution" ,"Texture"  )){
  pList[[reductionName]]=plotPcaBarplot(featureDataAllNormlized,reductionName=reductionName)+ggtitle(reductionName)
}

#show plots in pList by patchwork package
patchwork::wrap_plots(pList,ncol=2)

#patchwork::wrap_plots(pList,ncol=2,guides='collect')&scale_fill_gradientn(colors = color_palette,limits=c(0,30))

By Cell Type

pList=list()
for (reductionName in c("mesangial","PEC", "podocyte" ,"ALL"  )){
  pList[[reductionName]]=plotPcaBarplot(featureDataAllNormlized,reductionName=reductionName)+ggtitle(reductionName)
}
patchwork::wrap_plots(pList,ncol=2)

PCA: Correlation of PCs in different cell

By Feature Type

# names(featureDataAllNormlized[["Reductions"]])
# 
# reductionName="Texture"
# temp1=featureDataAllNormlized[["Reductions"]][[reductionName]]$cell.embeddings[,3]
# 
# reductionName="podocyte_Texture"
# temp2=featureDataAllNormlized[["Reductions"]][[reductionName]]$cell.embeddings[,3]

plotPCsByCellType(featureDataAllNormlized,reductionName="AreaShape")

plotPCsByCellType(featureDataAllNormlized,reductionName="Granularity")

plotPCsByCellType(featureDataAllNormlized,reductionName="Intensity")

plotPCsByCellType(featureDataAllNormlized,reductionName="Neighbors")

plotPCsByCellType(featureDataAllNormlized,reductionName="RadialDistribution")

plotPCsByCellType(featureDataAllNormlized,reductionName="Texture")

All Features together

plotPCsByCellType(featureDataAllNormlized,reductionName="ALL",reductionNameToComp=c("mesangial","PEC" ,"podocyte"),PCs=1:9)

# plotPCsByCellType(featureDataAllNormlized,reductionName="ALL",reductionNameToComp=c("AreaShape","Granularity" ,"Intensity"),PCs=1:4)

PCA: Loading of PCs in different cell

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="AreaShape")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Granularity")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Intensity")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Neighbors")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="RadialDistribution")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Texture")

All Features together

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="ALL",reductionNameToComp=c("mesangial","PEC" ,"podocyte"),PCs=1:9)

Feature Correlation Heatmap

plotCorHeatmap(featureDataAllNormlized,PCs=1:4)

plotCorHeatmap(featureDataAllNormlized,reductionName="podocyte",PCs=1:4)

plotCorHeatmap(featureDataAllNormlized,reductionName="Intensity",PCs=1:4)

plotCorHeatmap(featureDataAllNormlized,reductionName="podocyte_Intensity",PCs=1:4)